Mostly Resilient

Last Update: 8/30/2026

AI Resilience Score for Bldg. & MH Installers:

51.0%

Median Score

Meaningful human contribution

High

Long-term employer demand

Low

Sustained economic opportunity

Low

Our confidence in this score:
Medium-high

Contributing sources

Methodology and Scoring Rationale

To score how resilient manufactured building and mobile home installation is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For manufactured building and mobile home installers, five of eight sources had data. The AI exposure sources mostly agreed: AI Resilience Model and Will Robots Take My Job rated human contribution High, while Microsoft landed at Medium, giving medium-high confidence. Demand and pay signals were Low, which pulled the score down, but the hands-on physical nature of the work keeps installers "Mostly Resilient."

AI Resilience Report forManufactured Building and Mobile Home Installers

$45,990 median salary300 annual openingsSOC Code: 49-9095.00

Manufactured Building and Mobile Home Installers are somewhat more resilient to AI impacts than most occupations, according to our analysis of 5 sources.

Manufactured home installation is holding up well against AI because the hands-on, physical work of hauling, leveling, anchoring, and connecting homes on-site is still something only skilled humans can do reliably. Every job site is different (different soil, slopes, utilities, and local codes), so there is no robot that can simply show up and handle all of that the way an experienced installer can.

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This role is mostly resilient

Manufactured home installation is holding up well against AI because the hands-on, physical work of hauling, leveling, anchoring, and connecting homes on-site is still something only skilled humans can do reliably. Every job site is different (different soil, slopes, utilities, and local codes), so there is no robot that can simply show up and handle all of that the way an experienced installer can.

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Analysis of Current AI Resilience

Bldg. & MH Installers

Updated Quarterly

Analysis
Suggested Actions
State of Automation

How is AI changing Bldg. & MH Installers jobs?

If you're worried that AI might take over the job of setting up manufactured homes, take a breath — the actual work of hauling, leveling, anchoring, and hooking up a home on-site is still very much a human job. Most of the AI progress in this industry is happening upstream in the factory, not out at the home site. At MIT, a startup called Reframe Systems runs a "microfactory" [1] where robotics complete wall and ceiling framing while people complete the rest of the work, including wiring and plumbing.

On the policy side, HUD opened a $10 million funding opportunity [2] for tests that use advanced robotics and AI to accelerate the manufacturing of factory-built housing and offsite components, plus a $3 million program for automated building code permitting systems. At the industry's biggest trade show, MHI's 2026 keynote [3] framed today as the start of a "sixth wave" of innovation, driven by AI, robotics and industrialized construction, with AI applications that can streamline approvals, improve property management, enhance customer engagement and drive operational efficiency [4] — mostly paperwork and planning, not physical setup. On the jobsite itself, McKinsey estimates AI has the potential to automate 39% of nonphysical work [5] in the construction sector, and puts autonomous construction equipment on the "long-term" horizon of beyond four years.

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AI Adoption

How fast is AI adoption growing for Bldg. & MH Installers?

Adoption for installers will likely be slow and helpful rather than sudden and threatening. First, every home site is different — soil, slope, utility hookups, and local codes vary — so no off-the-shelf robot can reliably do the physical install. Second, the money isn't there yet: as one robotics executive told National Mortgage News [2], "the margins have been so thin that there has been very, very little investment in technology" in factory-built housing.

Third, the labor math actually pushes against replacing installers. "Forty percent of the U.S. construction force is looking to retire in the next 10 years," [6] and companies are using automation to fill gaps, not cut crews. Finally, AI is showing up more in the homes themselves — 2026 manufactured homes commonly include integrated smart thermostats, lighting systems, voice-controlled assistants, energy monitoring dashboards, automated door locks, and appliance controls [7] built into floor plans — which means installers who learn smart-home wiring and diagnostics become more valuable, not less. Expect AI to augment your work by handling parts lists, cost estimates, and permit paperwork, while your hands, judgment, and problem-solving stay in demand.

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Will AI replace Bldg. & MH Installers?

Will AI replace Bldg. & MH Installers?

No. We don't think AI will replace Manufactured Building and Mobile Home Installers, though we do expect the job to change.

We gave this career a 51.0% AI Resilience Score, and the physical nature of the work is the main reason it holds up. Every install site is different: different soil, slope, utility hookups, and local codes. No off-the-shelf robot handles that kind of variability reliably. Most AI activity in this industry is happening inside the factory, not on the jobsite. HUD has funded robotics and AI programs aimed at manufacturing and permitting [2], and industry leaders frame AI as a tool for streamlining approvals and paperwork [3], not for replacing the crew leveling and anchoring a home.

The economic picture is worth being honest about. Demand and earning potential are not strong growth areas right now, so this is not a career to coast in. The smart move is to build skills around what AI is adding to the homes themselves. New manufactured homes increasingly include smart thermostats, energy monitoring, and voice-controlled systems [7], and installers who understand that technology become harder to replace. With roughly 40% of the construction workforce nearing retirement [6], companies need experienced people, and that works in your favor.

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Latest AI news for Bldg. & MH Installers

These articles highlight the resilience of manufactured building and mobile home installers in an AI-driven landscape. For instance, the article from Tagieff emphasizes that this profession has a low risk of automation, indicating job security. Additionally, advancements in AI for prefabricated building, as discussed in the Prefab Building Meets AI article, can streamline processes, potentially leading to more efficient workflows and quicker project completions. This means students can expect their roles to evolve, focusing on skilled installation and oversight rather than being replaced by machines.

More Career Info

Career: Manufactured Building and Mobile Home Installers

They set up and secure manufactured buildings and mobile homes, making sure they are safely placed and ready for people to live in.

Employment & Wage Data

Median Wage

$45,990

Jobs (2025)

3,500

Growth (2025-35)

+5.8%

Annual Openings

300

Education

High school diploma or equivalent

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

96% ResilienceCore Task

Move and set up mobile homes or prefabricated buildings on owners' lots or at mobile home parks.

2

96% ResilienceCore Task

Connect water hoses to inlet pipes of plumbing systems, and test operation of plumbing fixtures.

3

96% ResilienceCore Task

Remove damaged exterior panels, repair and replace structural frame members, and seal leaks, using hand tools.

4

96% ResilienceCore Task

Install, repair, and replace units, fixtures, appliances, and other items and systems in mobile and modular homes, prefabricated buildings, or travel trailers, using hand tools or power tools.

5

96% ResilienceCore Task

Reset hardware, using chisels, mallets, and screwdrivers.

6

96% ResilienceCore Task

Repair leaks in plumbing or gas lines, using caulking compounds and plastic or copper pipe.

7

95% ResilienceCore Task

Seal open sides of modular units to prepare them for shipment, using polyethylene sheets, nails, and hammers.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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